{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate Modified China-Z Index (MCZI) with Python\n",
    "\n",
    "China Z-Index (CZI) is extensively used by National Climate Centre (NCC) of China to monitor drought conditions throughout\n",
    "the country (Wu et al., 2001; Dogan et al., 2012). CZI assumes that precipitation data follow the Pearson Type III distribution and is related to Wilson–Hilferty cube-root transformation (Wilson and Hilferty, 1931) from chi-square variable to the Z-scale (Kendall and Stuart, 1977).\n",
    "\n",
    "To calculate compute the MCZI, the median of precipitation (Med) is used instead of the mean of precipitation in the calculation of the CZI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('data/prcphq.046037.month.txt', sep=r\"\\s+\",                    \n",
    "                   skiprows=1, usecols=[1, 2], \n",
    "                   parse_dates=True,\n",
    "                   index_col = 0,\n",
    "                   names=['Date', 'Rain'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculate six-monthly MCZI\n",
    "\n",
    "Here we use all years as a reference period to calculate monthly long-term normals. ZSI = (p-pm)/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['Rain_6'] = data['Rain'].rolling(6).sum()\n",
    "df_6mon = data[['Rain_6']].dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_6mon['MCZI'] = np.nan\n",
    "\n",
    "for imon in np.arange(1, 13):\n",
    "    sinds = df_6mon.index.month==imon    \n",
    "    x   = df_6mon[sinds]       \n",
    "    zsi = (x -x.median())/x.std()   \n",
    "    cs  = np.power(zsi, 3)/len(x)\n",
    "    czi = 6.0/cs*np.power((cs/2.0*zsi + 1.0), 1.0/3.0)-6.0/cs + cs/6.0\n",
    "    df_6mon.loc[sinds, 'MCZI'] = czi.values[:,0]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rain</th>\n",
       "      <th>Rain_6</th>\n",
       "      <th>MCZI</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1892-01-31</th>\n",
       "      <td>2.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-02-29</th>\n",
       "      <td>12.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-03-31</th>\n",
       "      <td>1.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-04-30</th>\n",
       "      <td>1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-05-31</th>\n",
       "      <td>16.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-06-30</th>\n",
       "      <td>1.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>-0.610038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892-07-31</th>\n",
       "      <td>11.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>-0.502539</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Rain  Rain_6      MCZI\n",
       "Date                              \n",
       "1892-01-31   2.5     NaN       NaN\n",
       "1892-02-29  12.2     NaN       NaN\n",
       "1892-03-31   1.8     NaN       NaN\n",
       "1892-04-30   1.5     NaN       NaN\n",
       "1892-05-31  16.8     NaN       NaN\n",
       "1892-06-30   1.0    35.8 -0.610038\n",
       "1892-07-31  11.7    45.0 -0.502539"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['MCZI'] = df_6mon['MCZI']\n",
    "del df_6mon\n",
    "data.head(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-3, 3)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = data['MCZI'].plot(figsize=(15, 7), )\n",
    "ax.axhline(1,  linestyle='--', color='g')\n",
    "ax.axhline(-1, linestyle='--', color='r')\n",
    "ax.set_title('Six-Monthly Modified China-Z Index', fontsize=16)\n",
    "ax.set_xlim(data.index.min(), data.index.max())\n",
    "ax.set_ylim(-3, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "data['MCZI'].to_csv('MCZI.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary and discussion\n",
    "\n",
    "NCC computes CZI only for 1-month time step. However, CZI could be computed for five time steps i.e. 1-, 3-, 6-, 9- and 12-month time step.\n",
    "\n",
    "Many studies comparing the CZI with that of SPI and Z-score reported similar results (Wu et al., 2001; Morid et al., 2006).\n",
    "Further, Wu et al. (2001) suggested that because of simplicity in calculating drought severity at monthly time step using CZI, it can be preferred over SPI, where rainfall data are often incomplete.\n",
    "\n",
    "## References\n",
    "\n",
    "Dogan, S., Berktay, A., Singh, V.P., 2012. Comparison of multi-monthly rainfall-based drought severity indices, with application to semi-arid Konya closed basin, Turkey. J. Hydrol. 470–471, 255–268.\n",
    "\n",
    "Kendall, M.G.; Stuart, A. The Advanced Theory of Statistics; Charles Griffin & Company-High Wycombe: London, UK, 1997; pp. 400–401.\n",
    "\n",
    "Morid, S., Smakhtin, V., Moghaddasi, M., 2006. Comparison of seven meteorological indices for drought monitoring in Iran. Int. J. Climatol. 26, 971–985.\n",
    "\n",
    "Wilson, E.B., Hilferty, M.M., 1931. The Distribution of Chi-Square. Proc. Natl. Acad. Sci. USA 17, 684–688.\n",
    "\n",
    "Wu, H., Hayes, M.J., Weiss, A., Hu, Q.I., 2001. An evaluation of the standardized precipitation index, the china-Zindex and the statistical Z-Score. Int. J. Climatol.21, 745–758. http://dx.doi.org/10.1002/joc.658."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
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